EP4236240A3 - Netzwerkanomaliedetektion - Google Patents

Netzwerkanomaliedetektion Download PDF

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Publication number
EP4236240A3
EP4236240A3 EP23180415.4A EP23180415A EP4236240A3 EP 4236240 A3 EP4236240 A3 EP 4236240A3 EP 23180415 A EP23180415 A EP 23180415A EP 4236240 A3 EP4236240 A3 EP 4236240A3
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EP
European Patent Office
Prior art keywords
network
features
control message
anomaly detection
label
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
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Application number
EP23180415.4A
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English (en)
French (fr)
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EP4236240A2 (de
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designation of the inventor has not yet been filed The
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Google LLC
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Google LLC
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Publication of EP4236240A2 publication Critical patent/EP4236240A2/de
Publication of EP4236240A3 publication Critical patent/EP4236240A3/de
Pending legal-status Critical Current

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Classifications

    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L43/00—Arrangements for monitoring or testing data switching networks
    • H04L43/02—Capturing of monitoring data
    • H04L43/028—Capturing of monitoring data by filtering
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L43/00—Arrangements for monitoring or testing data switching networks
    • H04L43/08—Monitoring or testing based on specific metrics, e.g. QoS, energy consumption or environmental parameters
    • H04L43/0823—Errors, e.g. transmission errors
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/06—Management of faults, events, alarms or notifications
    • H04L41/0631—Management of faults, events, alarms or notifications using root cause analysis; using analysis of correlation between notifications, alarms or events based on decision criteria, e.g. hierarchy, tree or time analysis
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • G06N3/0442—Recurrent networks, e.g. Hopfield networks characterised by memory or gating, e.g. long short-term memory [LSTM] or gated recurrent units [GRU]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G06N3/0455—Auto-encoder networks; Encoder-decoder networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/06—Management of faults, events, alarms or notifications
    • H04L41/0677—Localisation of faults
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/14—Network analysis or design
    • H04L41/145—Network analysis or design involving simulating, designing, planning or modelling of a network
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00—Network architectures or network communication protocols for network security
    • H04L63/14—Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic
    • H04L63/1408—Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic by monitoring network traffic
    • H04L63/1425—Traffic logging, e.g. anomaly detection
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W12/00—Security arrangements; Authentication; Protecting privacy or anonymity
    • H04W12/12—Detection or prevention of fraud
    • H04W12/121—Wireless intrusion detection systems [WIDS]; Wireless intrusion prevention systems [WIPS]
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W24/00—Supervisory, monitoring or testing arrangements
    • H04W24/04—Arrangements for maintaining operational condition
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W24/00—Supervisory, monitoring or testing arrangements
    • H04W24/08—Testing, supervising or monitoring using real traffic
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/14—Network analysis or design
    • H04L41/149—Network analysis or design for prediction of maintenance
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L43/00—Arrangements for monitoring or testing data switching networks
    • H04L43/16—Threshold monitoring
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W84/00—Network topologies
    • H04W84/02—Hierarchically pre-organised networks, e.g. paging networks, cellular networks, WLAN [Wireless Local Area Network] or WLL [Wireless Local Loop]
    • H04W84/04—Large scale networks; Deep hierarchical networks
    • H04W84/042—Public Land Mobile systems, e.g. cellular systems

Landscapes

  • Engineering & Computer Science (AREA)
  • Signal Processing (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Computational Linguistics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • General Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Computer Security & Cryptography (AREA)
  • Computer Hardware Design (AREA)
  • Environmental & Geological Engineering (AREA)
  • Mobile Radio Communication Systems (AREA)
  • Data Exchanges In Wide-Area Networks (AREA)
  • Telephonic Communication Services (AREA)
EP23180415.4A 2019-04-29 2019-11-22 Netzwerkanomaliedetektion Pending EP4236240A3 (de)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US16/397,082 US10891546B2 (en) 2019-04-29 2019-04-29 Network anomaly detection
PCT/US2019/062763 WO2020222872A1 (en) 2019-04-29 2019-11-22 Network anomaly detection
EP19820965.2A EP3954099B1 (de) 2019-04-29 2019-11-22 Netzwerkanomaliedetektion

Related Parent Applications (2)

Application Number Title Priority Date Filing Date
EP19820965.2A Division EP3954099B1 (de) 2019-04-29 2019-11-22 Netzwerkanomaliedetektion
EP19820965.2A Division-Into EP3954099B1 (de) 2019-04-29 2019-11-22 Netzwerkanomaliedetektion

Publications (2)

Publication Number Publication Date
EP4236240A2 EP4236240A2 (de) 2023-08-30
EP4236240A3 true EP4236240A3 (de) 2023-10-04

Family

ID=68887153

Family Applications (2)

Application Number Title Priority Date Filing Date
EP23180415.4A Pending EP4236240A3 (de) 2019-04-29 2019-11-22 Netzwerkanomaliedetektion
EP19820965.2A Active EP3954099B1 (de) 2019-04-29 2019-11-22 Netzwerkanomaliedetektion

Family Applications After (1)

Application Number Title Priority Date Filing Date
EP19820965.2A Active EP3954099B1 (de) 2019-04-29 2019-11-22 Netzwerkanomaliedetektion

Country Status (6)

Country Link
US (4) US10891546B2 (de)
EP (2) EP4236240A3 (de)
JP (1) JP7344314B2 (de)
KR (1) KR102626273B1 (de)
CN (2) CN116455787A (de)
WO (1) WO2020222872A1 (de)

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US11930484B2 (en) 2019-03-26 2024-03-12 Charter Communications Operating, Llc Methods and apparatus for system information management in a wireless system
US10891546B2 (en) 2019-04-29 2021-01-12 Google Llc Network anomaly detection
US12069077B2 (en) * 2019-07-26 2024-08-20 Sony Group Corporation Methods for detecting a cyberattack on an electronic device, method for obtaining a supervised random forest model for detecting a DDoS attack or a brute force attack, and electronic device configured to detect a cyberattack on itself
US11138059B2 (en) 2019-09-25 2021-10-05 Juniper Networks, Inc. Log analysis in vector space
WO2021137182A1 (en) * 2019-12-31 2021-07-08 Edgehawk Security Ltd. Techniques for disaggregated detection and mitigation of distributed denial-of-service attacks
US11412406B2 (en) 2020-02-13 2022-08-09 Charter Communications Operating, Llc Apparatus and methods for user device buffer management in wireless networks
US11564155B2 (en) * 2020-04-07 2023-01-24 Charter Communications Operating, Llc Apparatus and methods for interworking in wireless networks
US11057865B1 (en) 2020-05-20 2021-07-06 Charter Communications Operating, Llc Apparatus and methods for enhanced paging in wireless networks
JP7165830B2 (ja) * 2020-09-29 2022-11-04 楽天グループ株式会社 異常判定システム、異常判定方法及びプログラム
US11671446B2 (en) * 2020-12-11 2023-06-06 Google Llc Automatic detection and mitigation of denial-of-service attacks
US11765188B2 (en) * 2020-12-28 2023-09-19 Mellanox Technologies, Ltd. Real-time detection of network attacks
GB2610562A (en) * 2021-09-08 2023-03-15 British Telecomm Anomalous activity mitigation
US20230094656A1 (en) * 2021-09-29 2023-03-30 Amitav Mukherjee Cross-layer automated network vulnerability identification and localization
GB2616468B (en) * 2022-03-10 2024-07-24 British Telecomm Performance issue monitoring
JP2024004320A (ja) * 2022-06-28 2024-01-16 日本電気株式会社 学習データ抽出装置、推論装置および学習データ抽出方法
US20250063399A1 (en) * 2023-08-15 2025-02-20 Verizon Patent And Licensing Inc. Passive speed estimation for fixed and mobile devices
WO2025079120A1 (en) * 2023-10-12 2025-04-17 Jio Platforms Limited System and method for predicting one or more anomalies in a network
WO2025083731A1 (en) * 2023-10-20 2025-04-24 Jio Platforms Limited System and method for predicting one or more anomalies of at least one user equipment
KR20250158524A (ko) 2024-04-30 2025-11-06 고려대학교 산학협력단 프로그래밍 가능한 데이터 평면에서의 인-네트워크 추론 장치 및 방법

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Also Published As

Publication number Publication date
CN116455787A (zh) 2023-07-18
EP3954099A1 (de) 2022-02-16
KR20220002602A (ko) 2022-01-06
CN113748656B (zh) 2023-04-21
US20240127055A1 (en) 2024-04-18
JP7344314B2 (ja) 2023-09-13
WO2020222872A1 (en) 2020-11-05
EP3954099B1 (de) 2024-01-10
US11861453B2 (en) 2024-01-02
EP4236240A2 (de) 2023-08-30
US20200342311A1 (en) 2020-10-29
US20230054625A1 (en) 2023-02-23
US20210133574A1 (en) 2021-05-06
KR102626273B1 (ko) 2024-01-17
US10891546B2 (en) 2021-01-12
CN113748656A (zh) 2021-12-03
JP2022530166A (ja) 2022-06-27
US11507837B2 (en) 2022-11-22
US12229677B2 (en) 2025-02-18

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